{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a970fbb-74c6-41bb-b7e8-9f0d96a1e6c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "\n",
    "df = pd.read_excel(r\"C:\\Users\\30936\\bwic.xlsx\")\n",
    "pd.set_option('display.max_columns', 100)\n",
    "cusip_time = df[df['cusip'] == df['cusip'][2]][['market_price', 'created_time']]\n",
    "cusip_time.reset_index(drop=True, inplace=True)\n",
    "cusip_time.created_time = cusip_time.created_time.astype(str)\n",
    "\n",
    "# Get the Peaks and Troughs *diff, sign\n",
    "data = cusip_time['market_price'].values\n",
    "double_diff = np.diff(np.sign(np.diff(data)))\n",
    "peak_locations = np.where(double_diff == -2)[0] + 1\n",
    "double_diff2 = np.diff(np.sign(np.diff(-1 * data)))\n",
    "trough_locations = np.where(double_diff2 == -2)[0] + 1\n",
    "\n",
    "# Draw Plot\n",
    "plt.figure(figsize=(16, 10), dpi=80)\n",
    "plt.plot('created_time', 'market_price', data=cusip_time, color='tab:blue', label='Trade Price')\n",
    "plt.scatter(cusip_time.created_time[peak_locations], cusip_time.market_price[peak_locations],\n",
    "            marker=mpl.markers.CARETUPBASE, color='tab:green', s=100, label='Peaks')\n",
    "plt.scatter(cusip_time.created_time[trough_locations], cusip_time.market_price[trough_locations],\n",
    "            marker=mpl.markers.CARETDOWNBASE, color='tab:red', s=100, label='Troughs')\n",
    "# Annotate\n",
    "for t, p in zip(trough_locations[1::20], peak_locations[::20]):\n",
    "    plt.text(cusip_time.created_time[p], cusip_time.market_price[p] + 0.5, cusip_time.created_time[p][-4:],\n",
    "             horizontalalignment='center', color='darkgreen')\n",
    "    plt.text(cusip_time.created_time[t], cusip_time.market_price[t] - 0.5, cusip_time.created_time[t][-4:],\n",
    "             horizontalalignment='center', color='darkred')\n",
    "\n",
    "# Decoration\n",
    "# plt.ylim(10, 30)\n",
    "xtick_location = cusip_time.index.tolist()[::20]\n",
    "xtick_labels = cusip_time.created_time.tolist()[::20]\n",
    "plt.xticks(ticks=xtick_location, labels=xtick_labels, rotation=90, fontsize=12, alpha=.7)\n",
    "plt.title(\"Peak and Troughs of Trade Price\", fontsize=22)\n",
    "plt.yticks(fontsize=12, alpha=.7)\n",
    "# Lighten borders\n",
    "plt.gca().spines[\"top\"].set_alpha(.0)\n",
    "plt.gca().spines[\"bottom\"].set_alpha(.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(.0)\n",
    "plt.gca().spines[\"left\"].set_alpha(.3)\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(axis='y', alpha=.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b943e7b8-2554-4265-99b7-8baac2e81d1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         cusip  market_price  created_time\n",
      "2     85FTZCJA          6.59      20240104\n",
      "65    85FTZCJA          6.77      20240105\n",
      "85    85FTZCJA          6.75      20240106\n",
      "131   85FTZCJA          6.72      20240107\n",
      "182   85FTZCJA          6.70      20240110\n",
      "...        ...           ...           ...\n",
      "9829  85FTZCJA          4.61      20241226\n",
      "9849  85FTZCJA          4.60      20241227\n",
      "9903  85FTZCJA          4.63      20241228\n",
      "9924  85FTZCJA          4.55      20241229\n",
      "9990  85FTZCJA          4.52      20241230\n",
      "\n",
      "[242 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import lightgbm as lg\n",
    "\n",
    "bwic_data = pd.read_excel(r\"C:\\Users\\30936\\bwic.xlsx\")\n",
    "# bwic_data.reset_index(drop=True)\n",
    "\n",
    "bwic_data = bwic_data[['cusip','market_price', 'created_time']]\n",
    "bwic_data = bwic_data[bwic_data['cusip']=='85FTZCJA']\n",
    "\n",
    "print(bwic_data)\n",
    "\n",
    "bwic_data.reset_index(drop=True, inplace=True)\n",
    "bwic_data.created_time = bwic_data.created_time.astype(str)\n",
    "\n",
    "plt.figure(figsize=(16, 10), dpi=80)\n",
    "plt.plot('created_time', 'market_price', data=bwic_data, color='tab:red')\n",
    "\n",
    "xtick_location = bwic_data.index.tolist()[::50]\n",
    "xtick_labels = [str(x)[-4:] for x in bwic_data.created_time.tolist()[::50]]\n",
    "plt.xticks(ticks=xtick_location, labels=xtick_labels, rotation=0, fontsize=12, horizontalalignment='center', alpha=.7)\n",
    "\n",
    "plt.yticks(fontsize=12, alpha=.7)\n",
    "plt.title(\"Trade Price \", fontsize=22)\n",
    "plt.grid(axis='both', alpha=.3)\n",
    "\n",
    "# Remove borders\n",
    "plt.gca().spines[\"top\"].set_alpha(0.0)\n",
    "plt.gca().spines[\"bottom\"].set_alpha(0.3)\n",
    "plt.gca().spines[\"right\"].set_alpha(0.0)\n",
    "plt.gca().spines[\"left\"].set_alpha(0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e5e00de9-4a64-476a-922e-2597113b59f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_excel(r\"C:\\Users\\30936\\bwic.xlsx\", sheet_name=0)\n",
    "df_weekday = df[['created_by', 'created_time']].copy()\n",
    "df_weekday['created_time'] = pd.to_datetime(df_weekday['created_time'], format='%Y%m%d')\n",
    "df_weekday['weekday'] = df_weekday.created_time.dt.dayofweek + 1\n",
    "\n",
    "x_var = 'created_by'\n",
    "groupby_var = 'weekday'\n",
    "df_weekday_agg = df_weekday.loc[:, [x_var, groupby_var]].groupby(groupby_var)\n",
    "# df_weekday_agg = df_weekday.loc[x_var, groupby_var].groupby(groupby_var)\n",
    "# print(type(df_weekday_agg))\n",
    "vals = [d[x_var].values.tolist() for i, d in df_weekday_agg]\n",
    "##   print(vals)\n",
    "# Draw\n",
    "plt.figure(figsize=(16, 9), dpi=80)\n",
    "colors = [plt.cm.Spectral(i / float(len(vals) - 1)) for i in range(len(vals))]\n",
    "n, bins, patches = plt.hist(vals, df_weekday[x_var].unique().__len__(), stacked=False, density=False,\n",
    "                            color=colors[:len(vals)])\n",
    "\n",
    "# Decoration\n",
    "plt.legend(\n",
    "    {group: col for group, col in zip(['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday'], colors[: len(vals)])})\n",
    "plt.title(f\"Trader activities\", fontsize=22)\n",
    "plt.xlabel(x_var, fontsize=16)\n",
    "plt.ylabel(\"Frequency\", fontsize=16)\n",
    "plt.ylim(0, 600)\n",
    "plt.xticks(ticks=bins[:7] + 0.2, labels=np.unique(df[x_var]).tolist(), horizontalalignment='left', fontsize=16)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b0926abb-234b-458a-8577-8b49134a7f85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df_detail count num: 45256\n",
      "          cusip  position  starting_amount  market_price  liqitity  \\\n",
      "0      4HO1WG6Y       237          1173.15          7.43         1   \n",
      "1      4HO1WG6Y       237          1173.15          7.43         1   \n",
      "2      4HO1WG6Y       237          1173.15          7.43         1   \n",
      "3      4HO1WG6Y       237          1173.15          7.43         1   \n",
      "4      WG2L4E9Y       146           655.54          7.78         3   \n",
      "...         ...       ...              ...           ...       ...   \n",
      "45251  ZMG25PBS       151           554.17          6.96         2   \n",
      "45252  ZMG25PBS       151           554.17          6.96         2   \n",
      "45253  FMHT2BGX       902          6900.30         13.04         0   \n",
      "45254  FMHT2BGX       902          6900.30         13.04         0   \n",
      "45255  FMHT2BGX       902          6900.30         13.04         0   \n",
      "\n",
      "      sett_country  security_risk  due_date created_by  created_time  \\\n",
      "0               UK           0.41  20240201   Trader07      20240104   \n",
      "1               UK           0.41  20240201   Trader07      20240104   \n",
      "2               UK           0.41  20240201   Trader07      20240104   \n",
      "3               UK           0.41  20240201   Trader07      20240104   \n",
      "4               UK           0.20  20240111   Trader07      20240104   \n",
      "...            ...            ...       ...        ...           ...   \n",
      "45251           US           0.35  20250127   Trader06      20241230   \n",
      "45252           US           0.35  20250127   Trader06      20241230   \n",
      "45253           EU           0.22  20250102   Trader07      20241230   \n",
      "45254           EU           0.22  20250102   Trader07      20241230   \n",
      "45255           EU           0.22  20250102   Trader07      20241230   \n",
      "\n",
      "       starting_price  valid_day request_cp client_id  bid_market_value  \\\n",
      "0                4.95         28       cp_b  Client34           1246.53   \n",
      "1                4.95         28       cp_b  Client45           1398.59   \n",
      "2                4.95         28       cp_b  Client03           1508.41   \n",
      "3                4.95         28       cp_b  Client14           1533.29   \n",
      "4                4.49          7       cp_c  Client43            825.06   \n",
      "...               ...        ...        ...       ...               ...   \n",
      "45251            3.67         28       cp_b  Client16            761.47   \n",
      "45252            3.67         28       cp_b  Client19            821.66   \n",
      "45253            7.65          3       cp_d  Client05           7964.14   \n",
      "45254            7.65          3       cp_d  Client13          10201.39   \n",
      "45255            7.65          3       cp_d  Client44          10447.90   \n",
      "\n",
      "      bid_successful      time  \n",
      "0                  N  20240107  \n",
      "1                  N  20240114  \n",
      "2                  N  20240123  \n",
      "3                  Y  20240129  \n",
      "4                  N  20240104  \n",
      "...              ...       ...  \n",
      "45251              N  20250114  \n",
      "45252              Y  20250125  \n",
      "45253              N  20241230  \n",
      "45254              N  20241231  \n",
      "45255              N  20241231  \n",
      "\n",
      "[45256 rows x 17 columns]\n",
      "rmse: 114.41038869962136, mae: 34.57951139310599, r2: 0.9988023838160465\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feat_imp: cusip                21535\n",
      "position            112911\n",
      "starting_amount      52661\n",
      "market_price         10087\n",
      "liqitity              2480\n",
      "sett_country         37509\n",
      "security_risk        24435\n",
      "due_date              7624\n",
      "created_by           22149\n",
      "created_time         83145\n",
      "starting_price       11658\n",
      "valid_day             3566\n",
      "request_cp           45013\n",
      "client_id           117063\n",
      "bid_market_value      3350\n",
      "bid_successful       34814\n",
      "dtype: int32\n",
      "res: [ 666.1983167  1438.50051578 1343.64663771 ...  967.09848482 1178.87308706\n",
      " 1613.73651704]\n",
      "          cusip  starting_amount\n",
      "0      QU0KB485       666.198317\n",
      "1      KBQMWG8A      1438.500516\n",
      "2      Q2ORJ60C      1343.646638\n",
      "3      TI2VJ46U       547.281459\n",
      "4      TI2VJ46U       981.924756\n",
      "...         ...              ...\n",
      "11309  4HO1WG6Y       269.497961\n",
      "11310  Q2ORJ60C       578.385586\n",
      "11311  37DS1526       967.098485\n",
      "11312  BO1G52AI      1178.873087\n",
      "11313  KBQMWG8A      1613.736517\n",
      "\n",
      "[11314 rows x 2 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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r1q2VlJRk/XkZJycnzZ07VwsWLFClSpXUpUuXIs1Tq1YtNWnSRF9//XW+1dlJkyapUaNGioyMVEREhCpUqKCuXbvedrz4+HgFBASoVatW6tOnj8aMGSN3d3dru7u7u7Zs2aKqVauqW7duCgkJ0YABA3T58mVWVAEAAADYlSmvoIdFgTvIysq68XMzI1fIwcX9zhcUUVpc5zt3AgAAAGAYN7NBZmbmPS96FXsFFQAAAACA+8FuAXXGjBkym80FHsX9rVSjKuz+zGaztm7dau/yAAAAAMBQ7tvPzNzJ0KFD1aNHjwLbivtSI6NKSUkptK1y5coPrhAAAAAAKAXsFlB9fHzk4+Njr+kfiKCgIHuXAAAAAAClht0CKv4YDsVE8vZfAAAAACWClyQBAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDcLJ3ASjd6k1ZJwcX9xIdMy2uc4mOBwAAAKB0YAUVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUEtYYGCgZs+ebf1sMpm0atWqQvunpaXJZDIpJSXlruZLTk6WyWTS+fPn7+p6AAAAADAKfgf1PsvIyFDZsmXtXQYAAAAAGB4B9T6rUKGCvUsAAAAAgFKBLb6/s2DBAlWuXFm5ubk25//0pz+pf//+On78uLp06aLy5cvLbDarSZMm2rhx423HvHWL765du9SwYUO5uroqLCxM+/fvL1aNa9asUe3ateXm5qY2bdooLS3Npv2XX35R7969VaVKFbm7uys0NFTLli2ztr/77rvy9fVVdna2zXXdu3dXv379ilULAAAAAJQkAurvPPvss/r555/1+eefW8+dO3dO69atU9++fXXx4kV16tRJGzdu1P79+xUZGamnn35a6enpRRr/t99+01NPPaXg4GDt3btXU6dO1ZgxY4pc3+nTp9WtWzd16tRJKSkpGjRokP72t7/Z9Lly5YoaN26s1atX69ChQxoyZIiee+457dy503qPOTk5+vjjj63X/Pzzz1q9erWef/75QufOzs5WVlaWzQEAAAAAJYmA+js+Pj7q0KGD3nvvPeu5//znP/Lx8VG7du1Uv359vfDCCwoNDVWtWrU0bdo01ahRwybs3c7SpUuVk5OjRYsW6ZFHHtFTTz2lsWPHFrm+t99+WzVq1NCsWbMUHBysvn37KioqyqZP5cqVNWbMGDVo0EA1atTQyy+/rMjISP3nP/+RJLm5ualPnz5KTEy0qatKlSqKiIgodO7Y2FhZLBbrERAQUOS6AQAAAKAoCKi36Nu3rz788EPrFtilS5eqV69ecnR01G+//aZx48apbt268vb2ltls1rffflvkFdTU1FTVr19f7u7u1nPh4eFFri01NVXNmjWTyWQq9PqcnBxNnz5djz76qHx9fWU2m7V+/XqbGgcPHqz169frhx9+kCQlJiYqKirKZtxbRUdHKzMz03qcPn26yHUDAAAAQFHwkqRbPP3008rNzdWnn36qJk2aaOvWrfr73/8uSRo7dqzWrVunN998U0FBQXJzc9Of//xnXb16tUhj5+Xl3VNtRbk+Pj5es2bN0uzZsxUaGioPDw+NHDnSpsaGDRuqfv36evfddxUZGamDBw/qk08+ue24Li4ucnFxuaf6AQAAAOB2CKi3cHNzU7du3bR06VJ99913ql27tho3bixJ2rp1q6KiovTMM89Iki5evJjvJUW3U7duXS1ZskSXL1+Wm5ubJGnHjh3Fuv7W31S99fqtW7eqS5cu+stf/iJJys3N1bFjxxQSEmLTb9CgQZo1a5Z++OEHtW/fni27AAAAAOyOLb4F6Nu3rz799FMtWrTIGvQkKSgoSB999JFSUlJ04MAB9enTJ98bf2+nT58+cnBw0MCBA3X48GGtWbNGb775ZpGvHzp0qI4fP65Ro0bpyJEjeu+995SUlGTTJygoSBs2bND27duVmpqqF154Qf/73/8KvMcffvhBCQkJGjBgQJFrAAAAAID7hYBagLZt28rHx0dHjhxRnz59rOdnzZqlsmXLqnnz5nr66acVGRmpRo0aFXlcs9msTz75RIcPH1bDhg01YcIEzZw5s8jXV61aVR9++KE++eQT1a9fX++8845mzJhh02fSpElq1KiRIiMjFRERoQoVKqhr1675xvLy8lL37t1lNpsLbAcAAACAB82Ud68PRqLUeuKJJxQSEqK5c+cW+9qsrKwbb/MduUIOLu53vqAY0uI6l+h4AAAAAO6fm9kgMzNTXl5e9zQWz6A+hH799VetX79emzdv1vz58+1dDgAAAABIYouvoQwdOlRms7nAY+jQoSU2T6NGjfTCCy9o5syZCg4OLrFxAQAAAOBesIJqIK+++qrGjBlTYNu9LpX/XnHePAwAAAAADwoB1UD8/f3l7+9v7zIAAAAAwC7Y4gsAAAAAMARWUHFPDsVEluj2YwAAAAAPL1ZQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAhO9i4ApVu9Kevk4OJu7zLuSlpcZ3uXAAAAAOB3WEEFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgE1GKIiIjQyJEj7TZ/VFSUunbtarf5AQAAAOB+IqD+gaWlpclkMiklJcXepQAAAADAHRFQAQAAAACGQEAtxG+//aZ+/frJbDarYsWKio+Pt2k3mUxatWqVzTlvb28lJSVZP//www/q2bOnypYtK19fX3Xp0kVpaWlFmj8nJ0ejRo2St7e3fH19NW7cOOXl5dn0Wbt2rVq2bGnt89RTT+n48ePW9urVq0uSGjZsKJPJpIiICGtbYmKiQkJC5Orqqjp16uitt94qUl0AAAAAcL8QUAsxduxYff7551q5cqXWr1+v5ORk7d27t8jXX7p0SW3atJHZbNaWLVv05Zdfymw2q0OHDrp69eodr4+Pj9eiRYv0r3/9S19++aV+/fVXrVy50qbPb7/9plGjRmn37t3atGmTHBwc9Mwzzyg3N1eStGvXLknSxo0blZGRoY8++kiSlJCQoAkTJmj69OlKTU3VjBkzNGnSJC1evLjQerKzs5WVlWVzAAAAAEBJcrJ3AUZ08eJF/etf/9K7776rJ554QpK0ePFiValSpchjLF++XA4ODlq4cKFMJpOkG6uW3t7eSk5O1pNPPnnb62fPnq3o6Gh1795dkvTOO+9o3bp1Nn1utt30r3/9S/7+/jp8+LDq1asnPz8/SZKvr68qVKhg7ffaa68pPj5e3bp1k3RjpfXw4cNasGCB+vfvX2A9sbGxiomJKfL9AwAAAEBxsYJagOPHj+vq1asKDw+3nvPx8VFwcHCRx9i7d6++++47eXp6ymw2y2w2y8fHR1euXLHZhluQzMxMZWRk2Mzv5OSksLCwfHX26dNHNWrUkJeXl3VLb3p6eqFjnz17VqdPn9bAgQOtdZnNZk2bNu22dUVHRyszM9N6nD59uihfAwAAAAAUGSuoBbj1Wc+CmEymfP2uXbtm/Ts3N1eNGzfW0qVL8117c2XzXj399NMKCAhQQkKCKlWqpNzcXNWrV++2W4hvbv9NSEjQY489ZtPm6OhY6HUuLi5ycXEpkboBAAAAoCAE1AIEBQWpTJky2rFjh6pWrSpJOnfunI4eParWrVtLuhEyMzIyrNccO3ZMly5dsn5u1KiR3n//ffn7+8vLy6tY81ssFlWsWFE7duxQq1atJEnXr1/X3r171ahRI0nSL7/8otTUVC1YsECPP/64JOnLL7+0GcfZ2VnSjRcu3VS+fHlVrlxZJ06cUN++fYtVFwAAAADcTwTUApjNZg0cOFBjx46Vr6+vypcvrwkTJsjB4f/tiG7btq3mz5+vZs2aKTc3V+PHj1eZMmWs7X379tUbb7yhLl266NVXX1WVKlWUnp6ujz76SGPHjr3j86wjRoxQXFycatWqpZCQEP3973/X+fPnre033wz8z3/+UxUrVlR6err+9re/2Yzh7+8vNzc3rV27VlWqVJGrq6ssFoumTp2q4cOHy8vLSx07dlR2drb27Nmjc+fOadSoUSXzJQIAAABAMfEMaiHeeOMNtWrVSn/605/Uvn17tWzZUo0bN7a2x8fHKyAgQK1atVKfPn00ZswYubu7W9vd3d21ZcsWVa1aVd26dVNISIgGDBigy5cvF2lFdfTo0erXr5+ioqIUHh4uT09PPfPMM9Z2BwcHLV++XHv37lW9evX0yiuv6I033rAZw8nJSXPnztWCBQtUqVIldenSRZI0aNAgLVy4UElJSQoNDVXr1q2VlJRkfYYVAAAAAOzBlFeUBy6BW2RlZclisShg5Ao5uLjf+QIDSovrbO8SAAAAgFLvZjbIzMws9uONt2IFFQAAAABgCARUO/n9T7zcemzdutXe5QEAAADAA8dLkuwkJSWl0LbKlSs/uEIAAAAAwCAIqHYSFBRk7xIAAAAAwFDY4gsAAAAAMARWUHFPDsVE3vObugAAAABAYgUVAAAAAGAQBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhuBk7wJQutWbsk4OLu72LuOBS4vrbO8SAAAAgD8cVlABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBtRCBgYGaPXu2vcsokqioKHXt2tXeZQAAAADAPeF3UO+TiIgINWjQ4IGE3Dlz5igvL+++zwMAAAAA9xMB9RZXr16Vs7OzvcsokpycHJlMJlksFnuXAgAAAAD3rFRt8Y2IiNDLL7+skSNHqmzZsipfvrz++c9/6rffftPzzz8vT09P1axZU5999pmkGwFu4MCBql69utzc3BQcHKw5c+bYjHlze2xsbKwqVaqk2rVrFzh3YmKiLBaLNmzYIEk6fPiwOnXqJLPZrPLly+u5557Tzz//bB3ziy++0Jw5c2QymWQymZSWlnbbe0tOTpbJZNKnn36q+vXry9XVVY899pgOHjxo7ZOUlCRvb2+tXr1adevWlYuLi06dOpVvi29ubq5mzpypoKAgubi4qGrVqpo+fbq1/YcfflDPnj1VtmxZ+fr6qkuXLnesDwAAAADut1IVUCVp8eLFKleunHbt2qWXX35ZL774op599lk1b95c+/btU2RkpJ577jldunRJubm5qlKlilasWKHDhw9r8uTJ+r//+z+tWLHCZsxNmzYpNTVVGzZs0OrVq/PN+eabb2rMmDFat26dnnjiCWVkZKh169Zq0KCB9uzZo7Vr1+qnn35Sjx49JN3YchseHq7BgwcrIyNDGRkZCggIKNL9jR07Vm+++aZ2794tf39//elPf9K1a9es7ZcuXVJsbKwWLlyob775Rv7+/vnGiI6O1syZMzVp0iQdPnxY7733nsqXL2+9vk2bNjKbzdqyZYu+/PJLmc1mdejQQVevXi20ruzsbGVlZdkcAAAAAFCSSt0W3/r162vixImSbgSxuLg4lStXToMHD5YkTZ48WW+//ba+/vprNWvWTDExMdZrq1evru3bt2vFihXWMClJHh4eWrhwYYFbe6Ojo7V48WIlJycrNDRUkvT222+rUaNGmjFjhrXfokWLFBAQoKNHj6p27dpydnaWu7u7KlSoUKz7mzJlip544glJN8J4lSpVtHLlSmu9165d01tvvaX69esXeP2FCxc0Z84czZ8/X/3795ck1axZUy1btpQkLV++XA4ODlq4cKFMJpOkG6vD3t7eSk5O1pNPPlnguLGxsTbfJQAAAACUtFIXUB999FHr346OjvL19bUGR0nWlcIzZ85Ikt555x0tXLhQp06d0uXLl3X16lU1aNDAZszQ0NACw2l8fLx+++037dmzRzVq1LCe37t3rz7//HOZzeZ81xw/frzQbcJFER4ebv3bx8dHwcHBSk1NtZ5zdna2+Q5ulZqaquzsbLVr167A9r179+q7776Tp6enzfkrV67o+PHjhY4bHR2tUaNGWT9nZWUVeVUYAAAAAIqi1AXUMmXK2Hw2mUw2526uCubm5mrFihV65ZVXFB8fr/DwcHl6euqNN97Qzp07bcbw8PAocK7HH39cn376qVasWKG//e1v1vO5ubl6+umnNXPmzHzXVKxY8a7vrTA370mS3NzcbD7fys3N7bZj5ebmqnHjxlq6dGm+Nj8/v0Kvc3FxkYuLSxGqBQAAAIC7U+oCanFs3bpVzZs311//+lfrudutEt6qadOmevnllxUZGSlHR0eNHTtWktSoUSN9+OGHCgwMlJNTwV+hs7OzcnJyil3zjh07VLVqVUnSuXPndPToUdWpU6fI19eqVUtubm7atGmTBg0alK+9UaNGev/99+Xv7y8vL69i1wcAAAAA90upe0lScQQFBWnPnj1at26djh49qkmTJmn37t3FGiM8PFyfffaZXn31Vc2aNUuS9NJLL+nXX39V7969tWvXLp04cULr16/XgAEDrKE0MDBQO3fuVFpamn7++Wfl5uYWab5XX31VmzZt0qFDhxQVFaVy5crZvKH3TlxdXTV+/HiNGzdO7777ro4fP64dO3boX//6lySpb9++KleunLp06aKtW7fq5MmT+uKLLzRixAh9//33xfpuAAAAAKAk/aED6tChQ9WtWzf17NlTjz32mH755Reb1dSiatGihT799FNNmjRJc+fOVaVKlbRt2zbl5OQoMjJS9erV04gRI2SxWOTgcOMrHTNmjBwdHVW3bl35+fkpPT29SHPFxcVpxIgRaty4sTIyMvTxxx8X+3dZJ02apNGjR2vy5MkKCQlRz549rc/kuru7a8uWLapataq6deumkJAQDRgwQJcvX2ZFFQAAAIBdmfLy8vLsXQRu/A5qmzZtdO7cOXl7e9u7nDvKysqSxWJRwMgVcnBxt3c5D1xaXGd7lwAAAAAYws1skJmZec+LXn/oFVQAAAAAQOlBQH1Ahg4dKrPZXOAxdOhQe5cHAAAAAHb3h36Lr5G8+uqrGjNmTIFtXl5e8vf3F7utAQAAADzMCKgPiL+/v/z9/e1dBgAAAAAYFlt8AQAAAACGwAoq7smhmEh+ngYAAABAiWAFFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIbgZO8CULrVm7JODi7u9i7DsNLiOtu7BAAAAKDUYAUVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAuRnJwsk8mk8+fP27uUO0pLS5PJZFJKSoq9SwEAAACAu1YqA2pUVJS6du1aYuNFRERo5MiRNueaN2+ujIwMWSyWEpvnfgkICFBGRobq1atn71IAAAAA4K6VyoBaUq5du1Zom7OzsypUqCCTyfQAKyq+q1evytHRURUqVJCTk5O9ywEAAACAu2bogPrBBx8oNDRUbm5u8vX1Vfv27TV27FgtXrxY//3vf2UymWQymZScnCxJGj9+vGrXri13d3fVqFFDkyZNsgmhU6dOVYMGDbRo0SLVqFFDLi4u6t+/v7744gvNmTPHOl5aWlq+Lb5JSUny9vbWunXrFBISIrPZrA4dOigjI8M6/vXr1zV8+HB5e3vL19dX48ePV//+/Yu82hsREaFhw4Zp2LBh1jEmTpyovLw8a5/AwEBNmzZNUVFRslgsGjx4cIFbfL/55ht17txZXl5e8vT01OOPP67jx49b2xMTExUSEiJXV1fVqVNHb731VvH/gQAAAACgBBl2yS0jI0O9e/fW66+/rmeeeUYXLlzQ1q1b1a9fP6WnpysrK0uJiYmSJB8fH0mSp6enkpKSVKlSJR08eFCDBw+Wp6enxo0bZx33u+++04oVK/Thhx/K0dFR1apV07Fjx1SvXj29+uqrkiQ/Pz+lpaXlq+nSpUt68803tWTJEjk4OOgvf/mLxowZo6VLl0qSZs6cqaVLl1rD35w5c7Rq1Sq1adOmyPe9ePFiDRw4UDt37tSePXs0ZMgQVatWTYMHD7b2eeONNzRp0iRNnDixwDF++OEHtWrVShEREdq8ebO8vLy0bds2Xb9+XZKUkJCgKVOmaP78+WrYsKH279+vwYMHy8PDQ/379y9wzOzsbGVnZ1s/Z2VlFfmeAAAAAKAoDB1Qr1+/rm7duqlatWqSpNDQUEmSm5ubsrOzVaFCBZtrfh/YAgMDNXr0aL3//vs2AfXq1atasmSJ/Pz8rOecnZ3l7u6eb7xbXbt2Te+8845q1qwpSRo2bJg11ErSvHnzFB0drWeeeUaSNH/+fK1Zs6ZY9x0QEKBZs2bJZDIpODhYBw8e1KxZs2wCatu2bTVmzBjr51vD9D/+8Q9ZLBYtX75cZcqUkSTVrl3b2v7aa68pPj5e3bp1kyRVr15dhw8f1oIFCwoNqLGxsYqJiSnWvQAAAABAcRh2i2/9+vXVrl07hYaG6tlnn1VCQoLOnTt322s++OADtWzZUhUqVJDZbNakSZOUnp5u06datWo24bQ43N3dreFUkipWrKgzZ85IkjIzM/XTTz+padOm1nZHR0c1bty4WHM0a9bM5rnX8PBwHTt2TDk5OdZzYWFhtx0jJSVFjz/+uDWc/t7Zs2d1+vRpDRw4UGaz2XpMmzbNZgvwraKjo5WZmWk9Tp8+Xaz7AgAAAIA7MewKqqOjozZs2KDt27dr/fr1mjdvniZMmKCdO3cW2H/Hjh3q1auXYmJiFBkZaV1BjI+Pt+nn4eFx1zXdGvhMJpPN86E3z/3ere0l4U734ObmVmhbbm6upBvbfB977DGbNkdHx0Kvc3FxkYuLSzGqBAAAAIDiMewKqnQj7LVo0UIxMTHav3+/nJ2dtXLlSjk7O9usKErStm3bVK1aNU2YMEFhYWGqVauWTp06VaR5ChqvuCwWi8qXL69du3ZZz+Xk5Gj//v3FGmfHjh35PteqVeu24fFWjz76qLZu3VrgW4rLly+vypUr68SJEwoKCrI5qlevXqxaAQAAAKAkGXYFdefOndq0aZOefPJJ+fv7a+fOnTp79qxCQkJ05coVrVu3TkeOHJGvr68sFouCgoKUnp6u5cuXq0mTJvr000+1cuXKIs0VGBionTt3Ki0tTWaz2frSpeJ6+eWXFRsbq6CgINWpU0fz5s3TuXPnivVTNadPn9aoUaP0wgsvaN++fZo3b16+VeA7GTZsmObNm6devXopOjpaFotFO3bsUNOmTRUcHKypU6dq+PDh8vLyUseOHZWdna09e/bo3LlzGjVqVHFvGwAAAABKhGEDqpeXl7Zs2aLZs2crKytL1apVU3x8vDp27KiwsDAlJycrLCxMFy9e1Oeff64uXbrolVde0bBhw5Sdna3OnTtr0qRJmjp16h3nGjNmjPr376+6devq8uXLOnny5F3VPH78eP3vf/9Tv3795OjoqCFDhigyMrJYq5/9+vXT5cuX1bRpUzk6Ourll1/WkCFDilWHr6+vNm/erLFjx6p169ZydHRUgwYN1KJFC0nSoEGD5O7urjfeeEPjxo2Th4eHQkNDNXLkyGLNAwAAAAAlyZR3Px6ShKQbz3uGhISoR48eeu211+7YPyIiQg0aNNDs2bPvf3H3KCsrSxaLRQEjV8jBxd3e5RhWWlxne5cAAAAA3Fc3s0FmZqa8vLzuaSzDrqCWRqdOndL69evVunVrZWdna/78+Tp58qT69Olj79IAAAAAwPAIqCXIwcFBSUlJGjNmjPLy8lSvXj1t3LhRISEhSk9PV926dQu99vDhww+wUgAAAAAwHgJqCQoICNC2bdsKbKtUqZJSUlIKvbZSpUpKTk6+P4UBAAAAQClAQH1AnJycFBQUZO8yAAAAAMCwDP07qAAAAACAhwcrqLgnh2Ii7/lNXQAAAAAgsYIKAAAAADAIAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQ3CydwEo3epNWScHF3d7lwEDSovrbO8SAAAAUMqwggoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioD4Hk5GSZTCadP3/e3qUAAAAAQKEIqA+B5s2bKyMjQxaLxd6lAAAAAEChnOxdAO4/Z2dnVahQwd5lAAAAAMBtsYJqILm5uZo5c6aCgoLk4uKiqlWravr06QVu0U1JSZHJZFJaWpok6dSpU3r66adVtmxZeXh46JFHHtGaNWsk5d/im5SUJG9vb61atUq1a9eWq6urnnjiCZ0+ffoB3zEAAAAA/D+soBpIdHS0EhISNGvWLLVs2VIZGRn69ttvi3TtSy+9pKtXr2rLli3y8PDQ4cOHZTabC+1/6dIlTZ8+XYsXL5azs7P++te/qlevXtq2bVuB/bOzs5WdnW39nJWVVbybAwAAAIA7IKAaxIULFzRnzhzNnz9f/fv3lyTVrFlTLVu2VHJy8h2vT09PV/fu3RUaGipJqlGjxm37X7t2TfPnz9djjz0mSVq8eLFCQkK0a9cuNW3aNF//2NhYxcTEFPOuAAAAAKDo2OJrEKmpqcrOzla7du3u6vrhw4dr2rRpatGihaZMmaKvv/76tv2dnJwUFhZm/VynTh15e3srNTW1wP7R0dHKzMy0HmwHBgAAAFDSCKgG4ebmVmibg8ONf6a8vDzruWvXrtn0GTRokE6cOKHnnntOBw8eVFhYmObNm3fbOU0mU5HOSZKLi4u8vLxsDgAAAAAoSQRUg6hVq5bc3Ny0adOmfG1+fn6SpIyMDOu5lJSUfP0CAgI0dOhQffTRRxo9erQSEhIKne/69evas2eP9fORI0d0/vx51alT5x7uAgAAAADuHs+gGoSrq6vGjx+vcePGydnZWS1atNDZs2f1zTffqF+/fgoICNDUqVM1bdo0HTt2TPHx8TbXjxw5Uh07dlTt2rV17tw5bd68WSEhIYXOV6ZMGb388suaO3euypQpo2HDhqlZs2YFPn8KAAAAAA8CAdVAJk2aJCcnJ02ePFk//vijKlasqKFDh6pMmTJatmyZXnzxRdWvX19NmjTRtGnT9Oyzz1qvzcnJ0UsvvaTvv/9eXl5e6tChg2bNmlXoXO7u7ho/frz69Omj77//Xi1bttSiRYsexG0CAAAAQIFMeb9/sBEPhaSkJI0cOdLmd1WLKysrSxaLRQEjV8jBxb3kisMfRlpcZ3uXAAAAgAfgZjbIzMy853fV8AwqAAAAAMAQCKgAAAAAAEMgoD6EoqKi7ml7LwAAAADcDwRUAAAAAIAhEFABAAAAAIbAz8zgnhyKibznN3UBAAAAgMQKKgAAAADAIAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAzByd4FoHSrN2WdHFzc7V0GDC4trrO9SwAAAEApwAoqAAAAAMAQCKgAAAAAAEMgoAIAAAAADIGACgAAAAAwBAIqAAAAAMAQCKgAAAAAAEMgoAIAAAAADIGAWkpMnTpVDRo0KFLfqKgode3a9b7WAwAAAAAljYB6HxUnVAIAAADAw46AWoBr167ZuwQAAAAAeOg8NAE1NzdXM2fOVFBQkFxcXFS1alVNnz5daWlpMplMWrFihSIiIuTq6qp///vfkqTExESFhITI1dVVderU0VtvvWUz5vjx41W7dm25u7urRo0amjRpkjXcJiUlKSYmRgcOHJDJZJLJZFJSUpIkKTMzU0OGDJG/v7+8vLzUtm1bHThwwGbsuLg4lS9fXp6enho4cKCuXLlS7HuOiYmxzvHCCy/o6tWrkqR3331Xvr6+ys7OtunfvXt39evXr8CxsrOzlZWVZXMAAAAAQElysncBD0p0dLQSEhI0a9YstWzZUhkZGfr222+t7ePHj1d8fLwSExPl4uKihIQETZkyRfPnz1fDhg21f/9+DR48WB4eHurfv78kydPTU0lJSapUqZIOHjyowYMHy9PTU+PGjVPPnj116NAhrV27Vhs3bpQkWSwW5eXlqXPnzvLx8dGaNWtksVi0YMECtWvXTkePHpWPj49WrFihKVOm6B//+Icef/xxLVmyRHPnzlWNGjWKfL+bNm2Sq6urPv/8c6Wlpen5559XuXLlNH36dD377LMaPny4Pv74Yz377LOSpJ9//lmrV6/W2rVrCxwvNjZWMTExd/v1AwAAAMAdmfLy8vLsXcT9duHCBfn5+Wn+/PkaNGiQTVtaWpqqV6+u2bNna8SIEdbzVatW1cyZM9W7d2/ruWnTpmnNmjXavn17gfO88cYbev/997Vnzx5JN55BXbVqlVJSUqx9Nm/erGeeeUZnzpyRi4uL9XxQUJDGjRunIUOGqHnz5qpfv77efvtta3uzZs105coVm7EKExUVpU8++USnT5+Wu7u7JOmdd97R2LFjlZmZKQcHB/31r39VWlqa1qxZI0maM2eO5s6dq++++04mkynfmNnZ2TYrrllZWQoICFDAyBVycHG/Y014uKXFdbZ3CQAAALhPsrKyZLFYlJmZKS8vr3sa66FYQU1NTVV2drbatWtXaJ+wsDDr32fPntXp06c1cOBADR482Hr++vXrslgs1s8ffPCBZs+ere+++04XL17U9evX7/gPsnfvXl28eFG+vr425y9fvqzjx49b6x06dKhNe3h4uD7//PM73+z/r379+tZwevP6ixcv6vTp06pWrZoGDx6sJk2a6IcfflDlypWVmJioqKioAsOpJLm4uNgEagAAAAAoaQ9FQHVzc7tjHw8PD+vfubm5kqSEhAQ99thjNv0cHR0lSTt27FCvXr0UExOjyMhIWSwWLV++XPHx8bedJzc3VxUrVlRycnK+Nm9v7zvWea9uBtCGDRuqfv36evfddxUZGamDBw/qk08+ue/zAwAAAEBhHoqAWqtWLbm5uWnTpk35tvgWpHz58qpcubJOnDihvn37Fthn27ZtqlatmiZMmGA9d+rUKZs+zs7OysnJsTnXqFEj/e9//5OTk5MCAwMLHDskJEQ7duyweWHRjh077lj37x04cECXL1+2hvMdO3bIbDarSpUq1j6DBg3SrFmz9MMPP6h9+/YKCAgo1hwAAAAAUJIeioDq6uqq8ePHa9y4cXJ2dlaLFi109uxZffPNN4Vu+506daqGDx8uLy8vdezYUdnZ2dqzZ4/OnTunUaNGKSgoSOnp6Vq+fLmaNGmiTz/9VCtXrrQZIzAwUCdPnlRKSoqqVKkiT09PtW/fXuHh4eratatmzpyp4OBg/fjjj1qzZo26du2qsLAwjRgxQv3791dYWJhatmyppUuX6ptvvinWS5KuXr2qgQMHauLEiTp16pSmTJmiYcOGycHh/724uW/fvhozZowSEhL07rvv3t2XCwAAAAAl5KH5mZlJkyZp9OjRmjx5skJCQtSzZ0+dOXOm0P6DBg3SwoULlZSUpNDQULVu3VpJSUmqXr26JKlLly565ZVXNGzYMDVo0EDbt2/XpEmTbMbo3r27OnTooDZt2sjPz0/Lli2TyWTSmjVr1KpVKw0YMEC1a9dWr169lJaWpvLly0uSevbsqcmTJ2v8+PFq3LixTp06pRdffLFY99uuXTvVqlVLrVq1Uo8ePfT0009r6tSpNn28vLzUvXt3mc1mde3atVjjAwAAAEBJeyje4ovCPfHEEwoJCdHcuXOLdd3NN3XxFl8UBW/xBQAA+OPiLb64Z7/++qvWr1+vzZs3a/78+fYuBwAAAAAIqKWR2WwutO2zzz7T448/fscxGjVqpHPnzlmfgwUAAAAAeyOglkIpKSmFtlWuXLlIY6SlpZVMMQAAAABQQgiopVBQUJC9SwAAAACAEkdAxT05FBN5zw9CAwAAAID0EP3MDAAAAADA2AioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAzByd4FoHSrN2WdHFzc7V0G/sDS4jrbuwQAAAA8IKygAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqPeByWTSqlWrHvi8UVFR6tq1a4n3BQAAAIAHwcneBfwRZWRkqGzZspKktLQ0Va9eXfv371eDBg3u67xz5sxRXl7efZ0DAAAAAO4XAmoJunr1qpydnVWhQoUHOm9OTo5MJpMsFssDnRcAAAAASlKp3+L7wQcfKDQ0VG5ubvL19VX79u3122+/SZISExMVEhIiV1dX1alTR2+99ZbNtd9//7169eolHx8feXh4KCwsTDt37pRU8BbYkSNHKiIiwvo5IiJCw4YN06hRo1SuXDk98cQTkmy3+FavXl2S1LBhQ5lMJkVERGjLli0qU6aM/ve//9mMP3r0aLVq1eqO95yUlCRvb2+tXr1adevWlYuLi06dOpWv5tt9N7fau3ev/P39NX369ALbs7OzlZWVZXMAAAAAQEkq1SuoGRkZ6t27t15//XU988wzunDhgrZu3aq8vDwlJCRoypQpmj9/vho2bKj9+/dr8ODB8vDwUP/+/XXx4kW1bt1alStX1scff6wKFSpo3759ys3NLVYNixcv1osvvqht27YVuL12165datq0qTZu3KhHHnlEzs7O8vHxUY0aNbRkyRKNHTtWknT9+nX9+9//VlxcXJHmvXTpkmJjY7Vw4UL5+vrK39+/yN/NrZKTk9W1a1fFxsbqxRdfLHC+2NhYxcTEFKk2AAAAALgbpT6gXr9+Xd26dVO1atUkSaGhoZKk1157TfHx8erWrZukGyuZhw8f1oIFC9S/f3+99957Onv2rHbv3i0fHx9JUlBQULFrCAoK0uuvv15ou5+fnyTJ19fXZuvvwIEDlZiYaA2on376qS5duqQePXoUad5r167prbfeUv369Qtsv91383v//e9/9dxzz2nBggXq3bt3ofNFR0dr1KhR1s9ZWVkKCAgoUq0AAAAAUBSleotv/fr11a5dO4WGhurZZ59VQkKCzp07p7Nnz+r06dMaOHCgzGaz9Zg2bZqOHz8uSUpJSVHDhg2t4fRuhYWF3dV1UVFR+u6777Rjxw5J0qJFi9SjRw95eHgU6XpnZ2c9+uijhbYX9t383s6dO9W9e3ctXrz4tuFUklxcXOTl5WVzAAAAAEBJKtUB1dHRURs2bNBnn32munXrat68eQoODtaJEyckSQkJCUpJSbEehw4dsgZCNze3247t4OCQbzvstWvX8vUraqC8lb+/v55++mklJibqzJkzWrNmjQYMGFDk693c3GQymQptL+y7OXnypLVPzZo1VadOHS1atEhXr169q/sAAAAAgJJSqgOqdOOFRC1atFBMTIz2798vZ2dnbdu2TZUrV9aJEycUFBRkc9x8adGjjz6qlJQU/frrrwWO6+fnp4yMDJtzKSkpxa7P2dlZ0o037d5q0KBBWr58uRYsWKCaNWuqRYsWxR7/dgr6blauXGltL1eunDZv3qzjx4+rZ8+eBQZwAAAAAHhQSnVA3blzp2bMmKE9e/YoPT1dH330kc6ePauQkBBNnTpVsbGxmjNnjo4ePaqDBw8qMTFRf//73yVJvXv3VoUKFdS1a1dt27ZNJ06c0IcffqivvvpKktS2bVvt2bNH7777ro4dO6YpU6bo0KFDxa7R399fbm5uWrt2rX766SdlZmZa2yIjI2WxWDRt2jQ9//zzJfOl/P9u993cWt/mzZv17bffqnfv3rp+/XqJ1gEAAAAARVWqA6qXl5e2bNmiTp06qXbt2po4caLi4+PVsWNHDRo0SAsXLlRSUpJCQ0PVunVrJSUlWVdQnZ2dtX79evn7+6tTp04KDQ1VXFycHB0dJd0Ij5MmTdK4cePUpEkTXbhwQf369St2jU5OTpo7d64WLFigSpUqqUuXLtY2BwcHRUVFKScn567Gvp3bfTe3qlChgjZv3qyDBw+qb9++Ba72AgAAAMD9Zsor6HdH8MAMHjxYP/30kz7++GN7l1IsWVlZslgsChi5Qg4u7vYuB39gaXGd7V0CAAAAbuNmNsjMzLznl6mW6p+ZKc0yMzO1e/duLV26VP/973/tXQ4AAAAA2F2p3uJbmnXp0kV/+tOf9MILL+iJJ56waevYsaPNz+P8/pgxY4adKgYAAACA+4sVVDtJTk4utG3hwoW6fPlygW33+rutAAAAAGBUBFQDqly5sr1LAAAAAIAHjoCKe3IoJvKeH4QGAAAAAIlnUAEAAAAABkFABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAITvYuAKVbvSnr5ODibu8ygD+0tLjO9i4BAADggWAFFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZgmIAaERGhkSNHFtoeGBio2bNn33YMk8mkVatWlWhdpc22bdsUGhqqMmXKqGvXrkW6ZurUqWrQoMF9rQsAAAAA7sTJ3gUU1e7du+Xh4WHvMgxv1KhRatCggT777DOZzWZ7lwMAAAAARWaYFdQ78fPzk7u7u73LMLzjx4+rbdu2qlKliry9ve1dDgAAAAAUmaEC6vXr1zVs2DB5e3vL19dXEydOVF5enqT8W3yPHTumVq1aydXVVXXr1tWGDRuKPM/Vq1c1bNgwVaxYUa6urgoMDFRsbKwkKS0tTSaTSSkpKdb+58+fl8lkUnJysvXcN998o86dO8vLy0uenp56/PHHdfz4cWv7okWL9Mgjj8jFxUUVK1bUsGHDrG2ZmZkaMmSI/P395eXlpbZt2+rAgQPW9gMHDqhNmzby9PSUl5eXGjdurD179kiSTp06paefflply5aVh4eHHnnkEa1Zs8Za9y+//KIBAwbIZDIpKSlJSUlJ+YLqqlWrZDKZivx9SVJ2draysrJsDgAAAAAoSYba4rt48WINHDhQO3fu1J49ezRkyBBVq1ZNgwcPtumXm5urbt26qVy5ctqxY4eysrJu+/zqrebOnauPP/5YK1asUNWqVXX69GmdPn26yNf/8MMPatWqlSIiIrR582Z5eXlp27Ztun79uiTp7bff1qhRoxQXF6eOHTsqMzNT27ZtkyTl5eWpc+fO8vHx0Zo1a2SxWLRgwQK1a9dOR48elY+Pj/r27auGDRvq7bfflqOjo1JSUlSmTBlJ0ksvvaSrV69qy5Yt8vDw0OHDh2U2mxUQEKCMjAwFBwfr1VdfVc+ePWWxWPT+++8X+b5uJzY2VjExMSUyFgAAAAAUxFABNSAgQLNmzZLJZFJwcLAOHjyoWbNm5QuoGzduVGpqqtLS0lSlShVJ0owZM9SxY8cizZOenq5atWqpZcuWMplMqlatWrHq/Mc//iGLxaLly5dbg2Pt2rWt7dOmTdPo0aM1YsQI67kmTZpIkj7//HMdPHhQZ86ckYuLiyTpzTff1KpVq/TBBx9oyJAhSk9P19ixY1WnTh1JUq1atWxq7969u0JDQyVJNWrUsLZVqFBBJpNJFotFFSpUKNY93Ul0dLRGjRpl/ZyVlaWAgIASnQMAAADAw81QW3ybNWtms/U0PDxcx44dU05Ojk2/1NRUVa1a1RpOb/YtqqioKKWkpCg4OFjDhw/X+vXri1VnSkqKHn/8cWs4/b0zZ87oxx9/VLt27Qq8du/evbp48aJ8fX1lNputx8mTJ61bhEeNGqVBgwapffv2iouLs9k6PHz4cE2bNk0tWrTQlClT9PXXXxer9rvl4uIiLy8vmwMAAAAASpKhAmpR3Xwu9feK80xlo0aNdPLkSb322mu6fPmyevTooT//+c+SJAcHh3xzXLt2zeZ6Nze3Qse+XZt0Y3tyxYoVlZKSYnMcOXJEY8eOlXTjZ19uPuO6efNm1a1bVytXrpQkDRo0SCdOnNBzzz2ngwcPKiwsTPPmzSt0PgcHh3zf1633AwAAAABGYKiAumPHjnyfa9WqJUdHR5vzdevWVXp6un788Ufrua+++qpYc3l5ealnz55KSEjQ+++/rw8//FC//vqr/Pz8JEkZGRnWvr9/YZIkPfroo9q6dWuBQc/T01OBgYHatGlTgfM2atRI//vf/+Tk5KSgoCCbo1y5ctZ+tWvX1iuvvKL169erW7duSkxMtLYFBARo6NCh+uijjzR69GglJCQUep9+fn66cOGCfvvtt0LvBwAAAACMwFAB9fTp0xo1apSOHDmiZcuWad68eTbPcd7Uvn17BQcHq1+/fjpw4IC2bt2qCRMmFHmeWbNmafny5fr222919OhR/ec//1GFChXk7e0tNzc3NWvWTHFxcTp8+LC2bNmiiRMn2lw/bNgwZWVlqVevXtqzZ4+OHTumJUuW6MiRI5JurIDGx8dr7ty5OnbsmPbt22dd5Wzfvr3Cw8PVtWtXrVu3Tmlpadq+fbsmTpyoPXv26PLlyxo2bJiSk5N16tQpbdu2Tbt371ZISIgkaeTIkVq3bp1Onjypffv2afPmzda2gjz22GNyd3fX//3f/+m7777Te++9p6SkpCJ/VwAAAADwoBgqoPbr10+XL19W06ZN9dJLL+nll1/WkCFD8vVzcHDQypUrlZ2draZNm2rQoEGaPn16kecxm82aOXOmwsLC1KRJE6WlpWnNmjXW7b2LFi3StWvXFBYWphEjRmjatGk21/v6+mrz5s26ePGiWrdurcaNGyshIcH6TGr//v01e/ZsvfXWW3rkkUf01FNP6dixY5JubEVes2aNWrVqpQEDBqh27drq1auX0tLSVL58eTk6OuqXX35Rv379VLt2bfXo0UMdO3a0vkE3JydHL730kkJCQtShQwcFBwfrrbfeKvRefXx89O9//1tr1qxRaGioli1bpqlTpxb5uwIAAACAB8WUV9ADncAdZGVlyWKxKGDkCjm4uNu7HOAPLS2us71LAAAAKNTNbJCZmXnPL1M11AoqAAAAAODh9YcMqDNmzLD5CZffH0X9rVQAAAAAwIPlZO8C7oehQ4eqR48eBbbd6WdgAAAAAAD28YcMqD4+PvLx8bF3GQAAAACAYvhDBlQ8OIdiIu/5QWgAAAAAkP6gz6ACAAAAAEofAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMwcneBaB0qzdlnRxc3O1dBoA7SIvrbO8SAAAA7ogVVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABjCQxtQ09LSZDKZlJKSYnM+KipKXbt2tUtN92Lq1Klq0KCBvcsAAAAAgLv20AbUh9W1a9fsXQIAAAAAFKjUB9QPPvhAoaGhcnNzk6+vr9q3b6/ffvtNkpSYmKiQkBC5urqqTp06euutt6zXVa9eXZLUsGFDmUwmRUREaOrUqVq8eLH++9//ymQyyWQyKTk5+Y41fP/99+rVq5d8fHzk4eGhsLAw7dy509r+9ttvq2bNmnJ2dlZwcLCWLFlibStoJff8+fM2cycnJ8tkMmnTpk0KCwuTu7u7mjdvriNHjkiSkpKSFBMTowMHDljrTkpKkiSZTCa988476tKlizw8PDRt2jQFBQXpzTfftLmHQ4cOycHBQcePHy/ydw8AAAAAJcnJ3gXci4yMDPXu3Vuvv/66nnnmGV24cEFbt25VXl6eEhISNGXKFM2fP18NGzbU/v37NXjwYHl4eKh///7atWuXmjZtqo0bN+qRRx6Rs7OznJ2dlZqaqqysLCUmJkqSfHx8blvDxYsX1bp1a1WuXFkff/yxKlSooH379ik3N1eStHLlSo0YMUKzZ89W+/bttXr1aj3//POqUqWK2rRpU6z7nTBhguLj4+Xn56ehQ4dqwIAB2rZtm3r27KlDhw5p7dq12rhxoyTJYrFYr5syZYpiY2M1a9YsOTo6ysXFRYmJiRozZoy1z6JFi/T444+rZs2aBc6dnZ2t7Oxs6+esrKxi1Q4AAAAAd1LqA+r169fVrVs3VatWTZIUGhoqSXrttdcUHx+vbt26SbqxYnr48GEtWLBA/fv3l5+fnyTJ19dXFSpUsI7p5uam7Oxsm3O389577+ns2bPavXu3NcwGBQVZ2998801FRUXpr3/9qyRp1KhR2rFjh958881iB9Tp06erdevWkqS//e1v6ty5s65cuSI3NzeZzWY5OTkVWHefPn00YMAA6+fnn39ekydPtob0a9eu6d///rfeeOONQueOjY1VTExMseoFAAAAgOIo1Vt869evr3bt2ik0NFTPPvusEhISdO7cOZ09e1anT5/WwIEDZTabrce0adNKfAtrSkqKGjZsWOhKa2pqqlq0aGFzrkWLFkpNTS32XI8++qj174oVK0qSzpw5c8frwsLCbD5XrFhRnTt31qJFiyRJq1ev1pUrV/Tss88WOkZ0dLQyMzOtx+nTp4tdPwAAAADcTqkOqI6OjtqwYYM+++wz1a1bV/PmzVNwcLBOnDghSUpISFBKSor1OHTokHbs2FGiNbi5ud2xj8lksvmcl5dnPefg4GA9d1NhLzIqU6ZMvjFvbiW+HQ8Pj3znBg0apOXLl+vy5ctKTExUz5495e7uXugYLi4u8vLysjkAAAAAoCSV6oAq3QhqLVq0UExMjPbv3y9nZ2dt27ZNlStX1okTJxQUFGRz3Hw5krOzsyQpJyfHZjxnZ+d8527n0UcfVUpKin799dcC20NCQvTll1/anNu+fbtCQkIkybrVOCMjw9p+60/fFEVx6+7UqZM8PDz09ttv67PPPrPZAgwAAAAA9lCqn0HduXOnNm3apCeffFL+/v7auXOnzp49q5CQEE2dOlXDhw+Xl5eXOnbsqOzsbO3Zs0fnzp3TqFGj5O/vLzc3N61du1ZVqlSRq6urLBaLAgMDtW7dOh05ckS+vr6yWCw2K5e36t27t2bMmKGuXbsqNjZWFStW1P79+1WpUiWFh4dr7Nix6tGjhxo1aqR27drpk08+0UcffWR9mZGbm5uaNWumuLg4BQYG6ueff9bEiROL/V0EBgbq5MmTSklJUZUqVeTp6SkXF5dC+zs6OioqKkrR0dEKCgpSeHh4secEAAAAgJJUqldQvby8tGXLFnXq1Em1a9fWxIkTFR8fr44dO2rQoEFauHChkpKSFBoaqtatWyspKcm6gurk5KS5c+dqwYIFqlSpkrp06SJJGjx4sIKDgxUWFiY/Pz9t27bttjU4Oztr/fr18vf3V6dOnRQaGqq4uDg5OjpKkrp27ao5c+bojTfe0COPPKIFCxYoMTFRERER1jEWLVqka9euKSwsTCNGjNC0adOK/V10795dHTp0UJs2beTn56dly5bd8ZqBAwfq6tWrrJ4CAAAAMART3u8ffsRDZdu2bYqIiND333+v8uXLF+varKwsWSwWBYxcIQeXwp9dBWAMaXGd7V0CAAD4g7qZDTIzM+/5XTWleosv7k52drZOnz6tSZMmqUePHsUOpwAAAABwP5TqLb4PwowZM2x+qub3R8eOHe1d3l1ZtmyZgoODlZmZqddff93e5QAAAACAJLb43tGvv/5a6Bt63dzcVLly5QdckTGwxRcoXdjiCwAA7he2+D5APj4+8vHxsXcZAAAAAPCHxxZfAAAAAIAhsIKKe3IoJvKel/EBAAAAQGIFFQAAAABgEARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIbgZO8CULrVm7JODi7u9i4DwB9cWlxne5cAAAAeAFZQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVAAAAACAIRBQAQAAAACGQEAFAAAAABgCARUAAAAAYAgEVIObOnWqGjRoYO8yAAAAAOC+e2gD6tWrV+1dAgAAAADgdx6agBoREaFhw4Zp1KhRKleunJ544gkdPnxYnTp1ktlsVvny5fXcc8/p559/tl7z22+/qV+/fjKbzapYsaLi4+MVERGhkSNHWvuYTCatWrXKZi5vb28lJSVZP//www/q2bOnypYtK19fX3Xp0kVpaWnW9uTkZDVt2lQeHh7y9vZWixYtdOrUKSUlJSkmJkYHDhyQyWSSyWSyGbcw58+f15AhQ1S+fHm5urqqXr16Wr16tSQpKSlJ3t7eWrVqlWrXri1XV1c98cQTOn369N18rQAAAABQYh6agCpJixcvlpOTk7Zt26a4uDi1bt1aDRo00J49e7R27Vr99NNP6tGjh7X/2LFj9fnnn2vlypVav369kpOTtXfv3mLNeenSJbVp00Zms1lbtmzRl19+KbPZrA4dOujq1au6fv26unbtqtatW+vrr7/WV199pSFDhshkMqlnz54aPXq0HnnkEWVkZCgjI0M9e/a87Xy5ubnq2LGjtm/frn//+986fPiw4uLi5OjoaFPT9OnTtXjxYm3btk1ZWVnq1avXbcfNzs5WVlaWzQEAAAAAJcnJ3gU8SEFBQXr99dclSZMnT1ajRo00Y8YMa/uiRYsUEBCgo0ePqlKlSvrXv/6ld999V0888YSkGwG3SpUqxZpz+fLlcnBw0MKFC2UymSRJiYmJ8vb2VnJyssLCwpSZmamnnnpKNWvWlCSFhIRYrzebzXJyclKFChWKNN/GjRu1a9cupaamqnbt2pKkGjVq2PS5du2a5s+fr8cee8x6XyEhIdq1a5eaNm1a4LixsbGKiYkp1r0DAAAAQHE8VCuoYWFh1r/37t2rzz//XGaz2XrUqVNHknT8+HEdP35cV69eVXh4uPUaHx8fBQcHF2vOvXv36rvvvpOnp6d1Hh8fH125ckXHjx+Xj4+PoqKiFBkZqaefflpz5sxRRkbGXd9jSkqKqlSpYg2nBXFycrL5LurUqSNvb2+lpqYWek10dLQyMzOtB1uCAQAAAJS0h2oF1cPDw/p3bm6unn76ac2cOTNfv4oVK+rYsWNFGtNkMikvL8/m3LVr12zmady4sZYuXZrvWj8/P0k3VlSHDx+utWvX6v3339fEiRO1YcMGNWvWrEg1/J6bm1uR6y7KuZtcXFzk4uJS7HoAAAAAoKgeqhXU32vUqJG++eYbBQYGKigoyObw8PBQUFCQypQpox07dlivOXfunI4ePWozjp+fn82K57Fjx3Tp0iWbeY4dOyZ/f/9881gsFmu/hg0bKjo6Wtu3b1e9evX03nvvSZKcnZ2Vk5NT5Pt69NFH9f333+er8/euX7+uPXv2WD8fOXJE58+ft64gAwAAAIA9PLQB9aWXXtKvv/6q3r17a9euXTpx4oTWr1+vAQMGKCcnR2azWQMHDtTYsWO1adMmHTp0SFFRUXJwsP3K2rZtq/nz52vfvn3as2ePhg4dqjJlyljb+/btq3LlyqlLly7aunWrTp48qS+++EIjRozQ999/r5MnTyo6OlpfffWVTp06pfXr1+vo0aPW51ADAwN18uRJpaSk6Oeff1Z2dvZt76t169Zq1aqVunfvrg0bNujkyZP67LPPtHbtWmufMmXK6OWXX9bOnTu1b98+Pf/882rWrFmhz58CAAAAwIPw0AbUSpUqadu2bcrJyVFkZKTq1aunESNGyGKxWEPoG2+8oVatWulPf/qT2rdvr5YtW6px48Y248THxysgIECtWrVSnz59NGbMGLm7u1vb3d3dtWXLFlWtWlXdunVTSEiIBgwYoMuXL8vLy0vu7u769ttv1b17d9WuXVtDhgzRsGHD9MILL0iSunfvrg4dOqhNmzby8/PTsmXL7nhvH374oZo0aaLevXurbt26GjdunM0qrLu7u8aPH68+ffooPDxcbm5uWr58eUl8rQAAAABw10x5tz5AiduKiIhQgwYNNHv2bHuXcleSkpI0cuRInT9//p7GycrKksViUcDIFXJwcb/zBQBwD9LiOtu7BAAAUIib2SAzM1NeXl73NNZDu4IKAAAAADAWAmops3TpUpufxvn98cgjj9i7PAAAAAC4a2zxLWUuXLign376qcC2MmXKqFq1ag+kDrb4AniQ2OILAIBxleQW34fqd1D/CDw9PeXp6WnvMgAAAACgxLHFFwAAAABgCKyg4p4ciom852V8AAAAAJBYQQUAAAAAGAQBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhEFABAAAAAIZAQAUAAAAAGAIBFQAAAABgCARUAAAAAIAhONm7AJRu9aask4OLu73LAABDS4vrbO8SAAAoFVhBBQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIf6iAmpycLJPJpPPnz9u7FAAAAABAMT2wgBoVFaWuXbuW2HgREREaOXKkzbnmzZsrIyNDFoulxOb5oyvpfxcAAAAAuFulbgX12rVrhbY5OzurQoUKMplMD7AiAAAAAEBJKPGA+sEHHyg0NFRubm7y9fVV+/btNXbsWC1evFj//e9/ZTKZZDKZlJycLEkaP368ateuLXd3d9WoUUOTJk2yCaFTp05VgwYNtGjRItWoUUMuLi7q37+/vvjiC82ZM8c6XlpaWr4tvklJSfL29ta6desUEhIis9msDh06KCMjwzr+9evXNXz4cHl7e8vX11fjx49X//79i7yquHbtWrVs2dJ6/VNPPaXjx49b29PS0mQymbRixQo9/vjjcnNzU5MmTXT06FHt3r1bYWFh1rrOnj1rvS43N1evvvqqqlSpIhcXFzVo0EBr1661the0nTklJcX6XRTl/qdOnVrovwsAAAAAPGglGlAzMjLUu3dvDRgwQKmpqUpOTla3bt00ZcoU9ejRwxqOMjIy1Lx5c0mSp6enkpKSdPjwYc2ZM0cJCQmaNWuWzbjfffedVqxYoQ8//FApKSmaO3euwsPDNXjwYOt4AQEBBdZ06dIlvfnmm1qyZIm2bNmi9PR0jRkzxto+c+ZMLV26VImJidq2bZuysrK0atWqIt/zb7/9plGjRmn37t3atGmTHBwc9Mwzzyg3N9em35QpUzRx4kTt27dPTk5O6t27t8aNG6c5c+Zo69atOn78uCZPnmztP2fOHMXHx+vNN9/U119/rcjISP3pT3/SsWPHilzbne5/zJgxhf673Co7O1tZWVk2BwAAAACUJKeSHCwjI0PXr19Xt27dVK1aNUlSaGioJMnNzU3Z2dmqUKGCzTUTJ060/h0YGKjRo0fr/fff17hx46znr169qiVLlsjPz896ztnZWe7u7vnGu9W1a9f0zjvvqGbNmpKkYcOG6dVXX7W2z5s3T9HR0XrmmWckSfPnz9eaNWuKfM/du3e3+fyvf/1L/v7+Onz4sOrVq2c9P2bMGEVGRkqSRowYod69e2vTpk1q0aKFJGngwIFKSkqy9n/zzTc1fvx49erVS9KNIP35559r9uzZ+sc//lHk+m53/2azudB/l1vFxsYqJiamyPMCAAAAQHGV6Apq/fr11a5dO4WGhurZZ59VQkKCzp07d9trPvjgA7Vs2VIVKlSQ2WzWpEmTlJ6ebtOnWrVqNuG0ONzd3a3hTJIqVqyoM2fOSJIyMzP1008/qWnTptZ2R0dHNW7cuMjjHz9+XH369FGNGjXk5eWl6tWrS1K+e3j00Uetf5cvX17S/wvvN8/drCsrK0s//vijNbze1KJFC6Wmpha5Nun2918c0dHRyszMtB6nT58u9hgAAAAAcDslGlAdHR21YcMGffbZZ6pbt67mzZun4OBgnTx5ssD+O3bsUK9evdSxY0etXr1a+/fv14QJE3T16lWbfh4eHnddU5kyZWw+m0wm5eXl5Tv3e7e2387TTz+tX375RQkJCdq5c6d27twpSfnu4fd13Jzv1nO3bgsuqK6b5xwcHPLVWtALpIpy/0Xh4uIiLy8vmwMAAAAASlKJvyTJZDKpRYsWiomJ0f79++Xs7KyVK1fK2dlZOTk5Nn23bdumatWqacKECQoLC1OtWrV06tSpIs1T0HjFZbFYVL58ee3atct6LicnR/v37y/S9b/88otSU1M1ceJEtWvXTiEhIXdcMS4KLy8vVapUSV9++aXN+e3btyskJESSrCvKv3/hU0pKSrHnKonvEQAAAABKQok+g7pz505t2rRJTz75pPz9/bVz506dPXtWISEhunLlitatW6cjR47I19dXFotFQUFBSk9P1/Lly9WkSRN9+umnWrlyZZHmCgwM1M6dO5WWliaz2SwfH5+7qvnll19WbGysgoKCVKdOHc2bN0/nzp0r0k/VlC1bVr6+vvrnP/+pihUrKj09XX/729/uqo5bjR07VlOmTFHNmjXVoEEDJSYmKiUlRUuXLpUkBQUFKSAgQFOnTtW0adN07NgxxcfHF3uewMDAfP8ut666AgAAAMCDUKIrqF5eXtqyZYs6deqk2rVra+LEiYqPj1fHjh01ePBgBQcHKywsTH5+ftq2bZu6dOmiV155RcOGDVODBg20fft2TZo0qUhzjRkzRo6Ojqpbt678/PzyPfNZVOPHj1fv3r3Vr18/hYeHy2w2KzIyUq6urne81sHBQcuXL9fevXtVr149vfLKK3rjjTfuqo5bDR8+XKNHj9bo0aMVGhqqtWvX6uOPP1atWrUk3di6u2zZMn377beqX7++Zs6cqWnTphV7noL+XQAAAADAHkx5d/NA4h9Ybm6uQkJC1KNHD7322mv2LsewsrKyZLFYFDByhRxc3O1dDgAYWlpcZ3uXAADAfXMzG2RmZt7zu2pKdItvaXTq1CmtX79erVu3VnZ2tubPn6+TJ0+qT58+9i4NAAAAAB4qJf6SpNLGwcFBSUlJatKkiVq0aKGDBw9q48aNCgkJUXp6usxmc6HH3W4rBgAAAADk99CvoAYEBBT63GWlSpVu+2bcSpUq3aeqAAAAAODh89AH1NtxcnJSUFCQvcsAAAAAgIfCQ7/FFwAAAABgDKyg4p4ciom85zd1AQAAAIDECioAAAAAwCAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMwcneBaB0qzdlnRxc3O1dBgAAMKi0uM72LgFAKcIKKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioAAAAAABDIKA+QFOnTlWDBg3u+vq0tDSZTCalpKSUWE0AAAAAYBQE1Du411B5t6KiotS1a1ebcwEBAcrIyFC9evUeeD0AAAAAcL/9YQPqtWvX7F1CiXN0dFSFChXk5ORk71IAAAAAoMSVqoCam5urmTNnKigoSC4uLqpataqmT59u3fq6YsUKRUREyNXVVf/+978lSYmJiQoJCZGrq6vq1Kmjt956y2bM8ePHq3bt2nJ3d1eNGjU0adIka7hNSkpSTEyMDhw4IJPJJJPJpKSkJElSZmamhgwZIn9/f3l5ealt27Y6cOCAzdhxcXEqX768PD09NXDgQF25cqVI9zl16lQtXrxY//3vf63zJicn59vim5ycLJPJpHXr1qlhw4Zyc3NT27ZtdebMGX322WcKCQmRl5eXevfurUuXLlnHz8vL0+uvv64aNWrIzc1N9evX1wcffHA3/yQAAAAAUGJK1VJcdHS0EhISNGvWLLVs2VIZGRn69ttvre3jx49XfHy8EhMT5eLiooSEBE2ZMkXz589Xw4YNtX//fg0ePFgeHh7q37+/JMnT01NJSUmqVKmSDh48qMGDB8vT01Pjxo1Tz549dejQIa1du1YbN26UJFksFuXl5alz587y8fHRmjVrZLFYtGDBArVr105Hjx6Vj4+PVqxYoSlTpugf//iHHn/8cS1ZskRz585VjRo17nifY8aMUWpqqrKyspSYmChJ8vHx0Y8//lhg/6lTp2r+/Plyd3dXjx491KNHD7m4uOi9997TxYsX9cwzz2jevHkaP368JGnixIn66KOP9Pbbb6tWrVrasmWL/vKXv8jPz0+tW7cucI7s7GxlZ2dbP2dlZRXhXwwAAAAAis6Ul5eXZ+8iiuLChQvy8/PT/PnzNWjQIJu2tLQ0Va9eXbNnz9aIESOs56tWraqZM2eqd+/e1nPTpk3TmjVrtH379gLneeONN/T+++9rz549km6Ev1WrVtm8mGjz5s165plndObMGbm4uFjPBwUFady4cRoyZIiaN2+u+vXr6+2337a2N2vWTFeuXCnSS46ioqJ0/vx5rVq1Kt997t+/Xw0aNFBycrLatGmjjRs3ql27dpJurNpGR0fr+PHj1jA8dOhQpaWlae3atfrtt99Urlw5bd68WeHh4daxBw0apEuXLum9994rsJ6pU6cqJiYm3/mAkSvk4OJ+x/sBAAAPp7S4zvYuAcB9lpWVJYvFoszMTHl5ed3TWKVmBTU1NVXZ2dnWIFaQsLAw699nz57V6dOnNXDgQA0ePNh6/vr167JYLNbPH3zwgWbPnq3vvvtOFy9e1PXr1+/4pe7du1cXL16Ur6+vzfnLly/r+PHj1nqHDh1q0x4eHq7PP//8zjdbTI8++qj17/Lly1u3K//+3K5duyRJhw8f1pUrV/TEE0/YjHH16lU1bNiw0Dmio6M1atQo6+esrCwFBASU1C0AAAAAQOkJqG5ubnfs4+HhYf07NzdXkpSQkKDHHnvMpp+jo6MkaceOHerVq5diYmIUGRkpi8Wi5cuXKz4+/rbz5ObmqmLFikpOTs7X5u3tfcc6S1qZMmWsf5tMJpvPN8/d/D5u/u+nn36qypUr2/T7/WrwrVxcXG7bDgAAAAD3qtQE1Fq1asnNzU2bNm3Kt8W3IOXLl1flypV14sQJ9e3bt8A+27ZtU7Vq1TRhwgTruVOnTtn0cXZ2Vk5Ojs25Ro0a6X//+5+cnJwUGBhY4NghISHasWOH+vXrZz23Y8eOO9Z9u3lLQt26deXi4qL09PRCnzcFAAAAAHsoNQHV1dVV48eP17hx4+Ts7KwWLVro7Nmz+uabbwrd9jt16lQNHz5cXl5e6tixo7Kzs7Vnzx6dO3dOo0aNUlBQkNLT07V8+XI1adJEn376qVauXGkzRmBgoE6ePKmUlBRVqVJFnp6eat++vcLDw9W1a1fNnDlTwcHB+vHHH7VmzRp17dpVYWFhGjFihPr376+wsDC1bNlSS5cu1TfffFOklyTdnHfdunU6cuSIfH19bbYl3wtPT0+NGTNGr7zyinJzc9WyZUtlZWVp+/btMpvN1pdHAQAAAMCDVqp+ZmbSpEkaPXq0Jk+erJCQEPXs2VNnzpwptP+gQYO0cOFCJSUlKTQ0VK1bt1ZSUpKqV68uSerSpYteeeUVDRs2TA0aNND27ds1adIkmzG6d++uDh06qE2bNvLz89OyZctkMpm0Zs0atWrVSgMGDFDt2rXVq1cvpaWlqXz58pKknj17avLkyRo/frwaN26sU6dO6cUXXyzyvQ4ePFjBwcEKCwuTn5+ftm3bdhffWMFee+01TZ48WbGxsQoJCVFkZKQ++eQT6/cCAAAAAPZQat7iC2O5+aYu3uILAABuh7f4An98JfkW31K1ggoAAAAA+OMioNqJ2Wwu9Ni6dau9ywMAAACAB67UvCTpjyYlJaXQtlt//gUAAAAAHgYEVDsJCgqydwkAAAAAYChs8QUAAAAAGAIrqLgnh2Ii7/lNXQAAAAAgsYIKAAAAADAIAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQyCgAgAAAAAMgYAKAAAAADAEAioAAAAAwBAIqAAAAAAAQ3CydwEo3epNWScHF3d7lwEAAADYXVpcZ3uXUOqxggoAAAAAMAQCKgAAAADAEAioAAAAAABDIKACAAAAAAyBgAoAAAAAMAQCKgAAAADAEAioBpWcnCyTyaTz58/ftl9gYKBmz579QGoCAAAAgPuJgGpQzZs3V0ZGhiwWiyQpKSlJ3t7e+frt3r1bQ4YMecDVAQAAAEDJc7J3ASiYs7OzKlSocMd+fn5+D6AaAAAAALj/WEG9BxERERo2bJiGDRsmb29v+fr6auLEicrLy5MknTt3Tv369VPZsmXl7u6ujh076tixY9brT506paefflply5aVh4eHHnnkEa1Zs0aS7Rbf5ORkPf/888rMzJTJZJLJZNLUqVMl5d/im56eri5dushsNsvLy0s9evTQTz/9ZG2fOnWqGjRooCVLligwMFAWi0W9evXShQsX7v8XBgAAAAC3QUC9R4sXL5aTk5N27typuXPnatasWVq4cKEkKSoqSnv27NHHH3+sr776Snl5eerUqZOuXbsmSXrppZeUnZ2tLVu26ODBg5o5c6bMZnO+OZo3b67Zs2fLy8tLGRkZysjI0JgxY/L1y8vLU9euXfXrr7/qiy++0IYNG3T8+HH17NnTpt/x48e1atUqrV69WqtXr9YXX3yhuLi4295ndna2srKybA4AAAAAKEls8b1HAQEBmjVrlkwmk4KDg3Xw4EHNmjVLERER+vjjj7Vt2zY1b95ckrR06VIFBARo1apVevbZZ5Wenq7u3bsrNDRUklSjRo0C53B2dpbFYpHJZLrttt+NGzfq66+/1smTJxUQECBJWrJkiR555BHt3r1bTZo0kSTl5uYqKSlJnp6ekqTnnntOmzZt0vTp0wsdOzY2VjExMcX/ggAAAACgiFhBvUfNmjWTyWSyfg4PD9exY8d0+PBhOTk56bHHHrO2+fr6Kjg4WKmpqZKk4cOHa9q0aWrRooWmTJmir7/++p5qSU1NVUBAgDWcSlLdunXl7e1tnVO6sS34ZjiVpIoVK+rMmTO3HTs6OlqZmZnW4/Tp0/dUKwAAAADcioD6gOXl5VkD7aBBg3TixAk999xzOnjwoMLCwjRv3rwSGft258uUKWPTbjKZlJube9uxXVxc5OXlZXMAAAAAQEkioN6jHTt25Ptcq1Yt1a1bV9evX9fOnTutbb/88ouOHj2qkJAQ67mAgAANHTpUH330kUaPHq2EhIQC53F2dlZOTs5ta6lbt67S09NtVjcPHz6szMxMmzkBAAAAwIgIqPfo9OnTGjVqlI4cOaJly5Zp3rx5GjFihGrVqqUuXbpo8ODB+vLLL3XgwAH95S9/UeXKldWlSxdJ0siRI7Vu3TqdPHlS+/bt0+bNmwsNkoGBgbp48aI2bdqkn3/+WZcuXcrXp3379nr00UfVt29f7du3T7t27VK/fv3UunVrhYWF3dfvAQAAAADuFQH1HvXr10+XL19W06ZN9dJLL+nll1/WkCFDJEmJiYlq3LixnnrqKYWHhysvL09r1qyxbrHNycnRSy+9pJCQEHXo0EHBwcF66623CpynefPmGjp0qHr27Ck/Pz+9/vrr+fqYTCatWrVKZcuWVatWrdS+fXvVqFFD77///v37AgAAAACghJjybv5oJ4otIiJCDRo0sPkd0odFVlaWLBaLAkaukIOLu73LAQAAAOwuLa6zvUuwi5vZIDMz857fVcMKKgAAAADAEAioAAAAAABDcLJ3AaVZcnKyvUsAAAAAgD8MVlABAAAAAIZAQAUAAAAAGAJbfHFPDsVE3vObugAAAABAYgUVAAAAAGAQBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgEVAAAAAGAIBFQAAAAAgCEQUAEAAAAAhkBABQAAAAAYAgH1/2vv/mOrqu8/jr9ubXt7Ke2dbddeLqVQLBG3gmLZFATBobJYJcbECSJg3IyoFbotWAxT/JJp8WeURVw0xsyogy1Uo8YorQOUUG3SH6OAiG6tMCirc+W26GiL9/39wy/nu0tLoT/wnt77fCQnoefzPud8el9tue97zz0HAAAAAOAKNKgAAAAAAFegQQUAAAAAuAINKgAAAADAFWhQAQAAAACuQIMKAAAAAHAFGlQAAAAAgCvQoAIAAAAAXIEGFQAAAADgCjSoAAAAAABXoEEFAAAAALhCYrQngOGtcPW7SvCOiPY0AAAAgLjRvLY42lM4a3gHFQAAAADgCjSoAAAAAABXoEEFAAAAALgCDSoAAAAAwBVoUAEAAAAArkCDCgAAAABwBRpUAAAAAIAr0KAOoebmZnk8HjU0NEiStm7dKo/HoyNHjkR1Xrfeequuv/76Pmtmz56t0tLS72Q+AAAAANCbxGhPIJZNnz5dLS0t8vv9Q7bP5uZm5efnq76+XhdddNEZbfP000/LzIZsDgAAAABwNtCgnkXJyckKBALRnsaQNsgAAAAAcLZwiu8AhMNhPfLIIyooKJDX61VeXp4eeuihHnW9neK7Y8cOXX755fL5fBozZoyWLVumr776yhkfN26cHn74Yd12221KS0tTXl6ennvuOWc8Pz9fkjRlyhR5PB7Nnj37tPM9+RTfr776SosXL9bIkSM1atQoPfHEE6fdR2dnp9rb2yMWAAAAABhKNKgDcN999+mRRx7R/fffrz179ujVV19VTk7OabdrbGzU3LlzdcMNN2jnzp3auHGjtm/frpKSkoi6J554QlOnTlV9fb3uuusu3Xnnndq7d68kqaamRpJUVVWllpYWVVRU9Hv+K1as0JYtW/Taa69p8+bN2rp1q2pra/vcpry8XH6/31nGjBnT7+MCAAAAQF9oUPupo6NDTz/9tB599FEtWbJE5513nmbMmKFf/OIXp932scce080336zS0lJNmDBB06dP17p16/TSSy/p2LFjTt0111yju+66SwUFBSorK1NWVpa2bt0qSfr+978vScrMzFQgEFBGRka/5n/06FG98MILevzxx3XVVVdp0qRJ+sMf/qBvvvmmz+3uu+8+hUIhZzlw4EC/jgsAAAAAp8NnUPvp448/Vmdnp+bMmdPvbWtra/XZZ5/plVdecdaZmcLhsJqamnTBBRdIkiZPnuyMezweBQIBtba2Dn7ykv72t7+pq6tL06ZNc9ZlZGTo/PPP73M7r9crr9c7JHMAAAAAgN7QoPaTz+cb8LbhcFh33HGHli1b1mMsLy/P+XdSUlLEmMfjUTgcHvBx/xtX8wUAAADgVpzi208TJkyQz+fTe++91+9tL774Yu3evVsFBQU9luTk5DPax4m6052SeyoFBQVKSkrShx9+6Kxra2vTvn37BrQ/AAAAABgqvIPaTykpKSorK9O9996r5ORkXXbZZfriiy+0e/fu0572W1ZWpksvvVR33323br/9dqWmpurjjz9WZWWlfve7353R8bOzs+Xz+fTOO+8oNzdXKSkp/bqNzMiRI/Xzn/9cK1asUGZmpnJycrRq1SolJPBaBQAAAIDookEdgPvvv1+JiYl64IEHdOjQIY0aNUpLly497XaTJ0/Wtm3btGrVKs2cOVNmpvPOO0833XTTGR87MTFR69at05o1a/TAAw9o5syZzgWUztRjjz2mo0ePat68eUpLS9Ovf/1rhUKhfu0DAAAAAIaax/hQIgagvb3929vNlP5JCd4R0Z4OAAAAEDea1xZHewoRTvQGoVBI6enpg9oX53UCAAAAAFyBBjUGjBw58pTLBx98EO3pAQAAAMAZ4TOoMaChoeGUY6NHj/7uJgIAAAAAg0CDGgMKCgqiPQUAAAAAGDQaVAzKrv+ZO+gPQgMAAACAxGdQAQAAAAAuQYMKAAAAAHAFGlQAAAAAgCvQoAIAAAAAXIEGFQAAAADgCjSoAAAAAABXoEEFAAAAALgCDSoAAAAAwBVoUAEAAAAArkCDCgAAAABwhcRoTwDDk5lJktrb26M8EwAAAADRdKInONEjDAYNKgbkyy+/lCSNGTMmyjMBAAAA4AYdHR3y+/2D2gcNKgYkIyNDkrR///5B/xBi+Ghvb9eYMWN04MABpaenR3s6+I6Qe3wi9/hE7vGJ3OPTUOZuZuro6FAwGBz0vGhQMSAJCd9+fNnv9/OHLA6lp6eTexwi9/hE7vGJ3OMTucenocp9qN604iJJAAAAAABXoEEFAAAAALgCDSoGxOv1avXq1fJ6vdGeCr5D5B6fyD0+kXt8Ivf4RO7xya25e2worgUMAAAAAMAg8Q4qAAAAAMAVaFABAAAAAK5AgwoAAAAAcAUaVAAAAACAK9CgAgAAAABcgQYV/bZ+/Xrl5+crJSVFRUVF+uCDD6I9JZxCeXm5fvSjHyktLU3Z2dm6/vrr9cknn0TUmJkefPBBBYNB+Xw+zZ49W7t3746o6ezs1D333KOsrCylpqZq3rx5+sc//hFR09bWpkWLFsnv98vv92vRokU6cuRIRM3+/ft13XXXKTU1VVlZWVq2bJm6urrOyveO/1deXi6Px6PS0lJnHbnHpoMHD+qWW25RZmamRowYoYsuuki1tbXOOLnHnuPHj+s3v/mN8vPz5fP5NH78eK1Zs0bhcNipIffh7/3339d1112nYDAoj8ej119/PWLcbRk3NjZq1qxZ8vl8Gj16tNasWSNuHNJ/feXe3d2tsrIyTZo0SampqQoGg1q8eLEOHToUsY9hmbsB/bBhwwZLSkqy559/3vbs2WPLly+31NRU+/zzz6M9NfRi7ty59uKLL9quXbusoaHBiouLLS8vz44ePerUrF271tLS0mzTpk3W2NhoN910k40aNcra29udmqVLl9ro0aOtsrLS6urq7IorrrALL7zQjh8/7tT89Kc/tcLCQtuxY4ft2LHDCgsL7dprr3XGjx8/boWFhXbFFVdYXV2dVVZWWjAYtJKSku/mwYhTNTU1Nm7cOJs8ebItX77cWU/useff//63jR071m699Vb76KOPrKmpyaqqquyzzz5zasg99vz2t7+1zMxMe+utt6ypqcn+/Oc/28iRI+2pp55yash9+Hv77bdt1apVtmnTJpNkr732WsS4mzIOhUKWk5Nj8+fPt8bGRtu0aZOlpaXZ448/fvYeoBjVV+5HjhyxK6+80jZu3Gh79+616upqu+SSS6yoqChiH8MxdxpU9MuPf/xjW7p0acS6iRMn2sqVK6M0I/RHa2urSbJt27aZmVk4HLZAIGBr1651ao4dO2Z+v99+//vfm9m3fwCTkpJsw4YNTs3BgwctISHB3nnnHTMz27Nnj0myDz/80Kmprq42SbZ3714z+/aPbEJCgh08eNCp+eMf/2her9dCodDZ+6bjWEdHh02YMMEqKytt1qxZToNK7rGprKzMZsyYccpxco9NxcXFdtttt0Wsu+GGG+yWW24xM3KPRSc3Km7LeP369eb3++3YsWNOTXl5uQWDQQuHw0P4SMSX3l6YOFlNTY1Jct44Gq65c4ovzlhXV5dqa2t19dVXR6y/+uqrtWPHjijNCv0RCoUkSRkZGZKkpqYmHT58OCJTr9erWbNmOZnW1taqu7s7oiYYDKqwsNCpqa6ult/v1yWXXOLUXHrppfL7/RE1hYWFCgaDTs3cuXPV2dkZcQoihs7dd9+t4uJiXXnllRHryT02vfHGG5o6dapuvPFGZWdna8qUKXr++eedcXKPTTNmzNB7772nffv2SZL++te/avv27brmmmskkXs8cFvG1dXVmjVrlrxeb0TNoUOH1NzcPPQPAByhUEgej0ff+973JA3f3GlQccb+9a9/6ZtvvlFOTk7E+pycHB0+fDhKs8KZMjP96le/0owZM1RYWChJTm59ZXr48GElJyfr3HPP7bMmOzu7xzGzs7Mjak4+zrnnnqvk5GR+fs6CDRs2qK6uTuXl5T3GyD02/f3vf9ezzz6rCRMm6N1339XSpUu1bNkyvfTSS5LIPVaVlZVpwYIFmjhxopKSkjRlyhSVlpZqwYIFksg9Hrgt495qTnzNz8HZc+zYMa1cuVI333yz0tPTJQ3f3BP7VQ1I8ng8EV+bWY91cJ+SkhLt3LlT27dv7zE2kExPrumtfiA1GLwDBw5o+fLl2rx5s1JSUk5ZR+6xJRwOa+rUqXr44YclSVOmTNHu3bv17LPPavHixU4duceWjRs36uWXX9arr76qH/7wh2poaFBpaamCwaCWLFni1JF77HNTxr3N5VTbYvC6u7s1f/58hcNhrV+//rT1bs+dd1BxxrKysnTOOef0eBWktbW1xysmcJd77rlHb7zxhrZs2aLc3FxnfSAQkNTzla3/zjQQCKirq0ttbW191vzzn//scdwvvvgioubk47S1tam7u5ufnyFWW1ur1tZWFRUVKTExUYmJidq2bZvWrVunxMTEU76iSe7D26hRo/SDH/wgYt0FF1yg/fv3S+L3PVatWLFCK1eu1Pz58zVp0iQtWrRIv/zlL52zJ8g99rkt495qWltbJfV8lxeD193drZ/97GdqampSZWWl8+6pNHxzp0HFGUtOTlZRUZEqKysj1ldWVmr69OlRmhX6YmYqKSlRRUWF/vKXvyg/Pz9iPD8/X4FAICLTrq4ubdu2zcm0qKhISUlJETUtLS3atWuXUzNt2jSFQiHV1NQ4NR999JFCoVBEza5du9TS0uLUbN68WV6vV0VFRUP/zcexOXPmqLGxUQ0NDc4ydepULVy4UA0NDRo/fjy5x6DLLrusx22k9u3bp7Fjx0ri9z1Wff3110pIiHw6d8455zi3mSH32Oe2jKdNm6b3338/4hYkmzdvVjAY1Lhx44b+AYhjJ5rTTz/9VFVVVcrMzIwYH7a59+uSSoh7J24z88ILL9iePXustLTUUlNTrbm5OdpTQy/uvPNO8/v9tnXrVmtpaXGWr7/+2qlZu3at+f1+q6iosMbGRluwYEGvl6bPzc21qqoqq6urs5/85Ce9XqJ88uTJVl1dbdXV1TZp0qReL1E+Z84cq6urs6qqKsvNzeX2A9+R/76Krxm5x6KamhpLTEy0hx56yD799FN75ZVXbMSIEfbyyy87NeQee5YsWWKjR492bjNTUVFhWVlZdu+99zo15D78dXR0WH19vdXX15ske/LJJ62+vt65WqubMj5y5Ijl5OTYggULrLGx0SoqKiw9PZ3bzAxAX7l3d3fbvHnzLDc31xoaGiKe53V2djr7GI6506Ci35555hkbO3asJScn28UXX+zcsgTuI6nX5cUXX3RqwuGwrV692gKBgHm9Xrv88sutsbExYj//+c9/rKSkxDIyMszn89m1115r+/fvj6j58ssvbeHChZaWlmZpaWm2cOFCa2tri6j5/PPPrbi42Hw+n2VkZFhJSUnE5chx9pzcoJJ7bHrzzTetsLDQvF6vTZw40Z577rmIcXKPPe3t7bZ8+XLLy8uzlJQUGz9+vK1atSriCSq5D39btmzp9f/zJUuWmJn7Mt65c6fNnDnTvF6vBQIBe/DBB7nFzAD0lXtTU9Mpn+dt2bLF2cdwzN1j9n+fXgUAAAAAIIr4DCoAAAAAwBVoUAEAAAAArkCDCgAAAABwBRpUAAAAAIAr0KACAAAAAFyBBhUAAAAA4Ao0qAAAAAAAV6BBBQAAAAC4Ag0qAAAAAMAVaFABAAAAAK5AgwoAAAAAcIX/BaFBWf+OPAyPAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "import lightgbm as lgb\n",
    "\n",
    "\n",
    "def get_pd_merged():\n",
    "    pd.set_option('display.max_columns', None)\n",
    "    df_summary = pd.read_excel(r\"C:\\Users\\30936\\bwic.xlsx\")\n",
    "    df_detail = pd.read_excel(r\"C:\\Users\\30936\\bid.xlsx\")\n",
    "    # df_detail = df_detail[df_detail['bid_successful'] == 'Y']\n",
    "    df_detail.reset_index(inplace=True)\n",
    "    df_res = df_summary.merge(df_detail, how='inner', on='bwic_id')\n",
    "    df_res.drop(['bwic_id', 'bid_id'], axis=1, inplace=True)\n",
    "    print(f\"df_detail count num: {df_detail.shape[0]}\")\n",
    "    return df_res\n",
    "\n",
    "\n",
    "def reset_train_df(df: pd.DataFrame):\n",
    "    df = df.drop('index', axis=1)\n",
    "    df_columns = ['cusip', 'sett_country', 'created_by', 'request_cp', 'client_id', 'bid_successful']\n",
    "    for i in df_columns:\n",
    "        df[i] = df[i].astype('category')\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "def get_param():\n",
    "    return {\n",
    "        \"objective\": \"mean_squared_error\",\n",
    "        \"num_leaves\": 60,\n",
    "        \"max_depth\": -1,\n",
    "        \"learning_rate\": 0.01,\n",
    "        \"bagging_fraction\": 0.9,\n",
    "        \"feature_fraction\": 0.9,\n",
    "        \"bagging_freq\": 5,\n",
    "        \"bagging_seed\": 2018,\n",
    "        \"verbosity\": -1}\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    target = \"starting_amount\"\n",
    "    df_data = get_pd_merged()\n",
    "    df_data = reset_train_df(df_data)\n",
    "    print(df_data)\n",
    "    train, test = train_test_split(df_data)\n",
    "    raw_train, raw_test = train, test\n",
    "    train_x = train.drop([target], axis=1)\n",
    "    test_x = test.drop([target], axis=1)\n",
    "    train_y = train[[target]]\n",
    "    test_y = test[[target]]\n",
    "    params = get_param()\n",
    "\n",
    "    # train_ds1 = Dataset(train_x.astype('float').values, train_y)\n",
    "    # test_ds1 = Dataset(test_x.astype('float').values, test_y, reference=train_ds1)\n",
    "    train_ds1 = lgb.Dataset(train_x, train_y)\n",
    "    test_ds1 = lgb.Dataset(test_x, test_y)\n",
    "\n",
    "    gbm = lgb.train(params, train_ds1, num_boost_round=10000, valid_sets=[train_ds1, test_ds1])\n",
    "\n",
    "    predicted_y = gbm.predict(test_x)\n",
    "    expected_y = test_y\n",
    "\n",
    "    rmse = np.sqrt(mean_squared_error(expected_y, predicted_y))\n",
    "    mae = mean_absolute_error(expected_y, predicted_y)\n",
    "    r2 = r2_score(expected_y, predicted_y)\n",
    "\n",
    "    print(f\"rmse: {rmse}, mae: {mae}, r2: {r2}\")\n",
    "    gbm.save_model('lightgbm_model.txt')\n",
    "\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    plt.plot(np.arange(len(test_x)), test_y, color='r', label='true y')\n",
    "    plt.plot(np.arange(len(test_x)), predicted_y, color='g', label='pred y')\n",
    "    plt.title('test_y & predict_y')\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "    feat_imp = pd.Series(\n",
    "        gbm.feature_importance(),\n",
    "        index=list(train.columns)[:-1]\n",
    "    )\n",
    "    feat_imp.nlargest(100).plot(kind='barh', figsize=(10, 10))\n",
    "    print(f\"feat_imp: {feat_imp}\")\n",
    "\n",
    "    load_model = lgb.Booster(model_file='lightgbm_model.txt')\n",
    "    res = load_model.predict(test_x)\n",
    "    print(f\"res: {res}\")\n",
    "\n",
    "    output = pd.DataFrame({'cusip': list(raw_test['cusip']), \"starting_amount\": list(res)})\n",
    "    print(output)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "aff529b1-5d5b-420a-bc59-feab26bdfb2f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"id\":\"chatcmpl-d4088a12-c3be-9724-89d4-b25b07b957e1\",\"choices\":[{\"finish_reason\":\"stop\",\"index\":0,\"logprobs\":null,\"message\":{\"content\":\"证券交易量通常会受到多种因素的影响，包括市场情绪、经济数据发布、公司财报披露等。但在一周当中，**周五和周一**通常是交易量可能减少的日子，具体原因如下：\\n\\n---\\n\\n### **1. 周五：**\\n- **周末效应（Weekend Effect）**  \\n  投资者可能会在周五减少交易活动，因为他们担心周末期间可能出现的突发事件（如地缘政治事件、自然灾害、重要经济数据发布等），这些事件可能会影响下周一的市场表现。\\n  \\n- **仓位调整**  \\n  许多投资者会在周五选择平仓或减少持仓，以避免周末的风险敞口。这种行为可能导致交易量下降。\\n\\n- **机构投资者的行为**  \\n  一些机构投资者可能在周五进行例行的资金管理操作，而不是积极交易，这也可能导致市场活跃度降低。\\n\\n---\\n\\n### **2. 周一：**\\n- **周末信息消化**  \\n  周末期间的信息（如新闻、经济数据、政策变化等）可能需要时间被市场消化。投资者可能在周一采取观望态度，等待市场对新信息的反应，从而导致交易量较低。\\n\\n- **流动性减少**  \\n  周一是新的一周开始，部分参与者可能还未完全进入交易状态，尤其是那些依赖于短期波动的交易者。\\n\\n---\\n\\n### **其他可能影响交易量的因素：**\\n- **节假日前后**  \\n  如果某周包含公共假期（如春节、国庆节、圣诞节等），临近假期的几天交易量往往会显著下降，因为许多投资者会选择提前离场。\\n\\n- **夏季或假期季节**  \\n  在一些国家（如美国和欧洲），夏季或长假期间市场参与度通常较低，交易量也会相应减少。\\n\\n- **市场情绪**  \\n  如果市场处于低迷或不确定性较高的时期，整体交易量可能在一周的每一天都较低。\\n\\n---\\n\\n### **总结：**\\n一般来说，**周五和周一**的证券交易量可能会明显减少，主要原因是投资者对周末风险的规避以及市场对新信息的消化过程。不过，具体情况也可能因市场环境、地区差异或特殊事件而有所不同。\",\"refusal\":null,\"role\":\"assistant\",\"annotations\":null,\"audio\":null,\"function_call\":null,\"tool_calls\":null}}],\"created\":1744206653,\"model\":\"qwen-plus\",\"object\":\"chat.completion\",\"service_tier\":null,\"system_fingerprint\":null,\"usage\":{\"completion_tokens\":441,\"prompt_tokens\":29,\"total_tokens\":470,\"completion_tokens_details\":null,\"prompt_tokens_details\":{\"audio_tokens\":null,\"cached_tokens\":0}}}\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from openai import OpenAI\n",
    "# 用您的百炼API Key代替YOUR_DASHSCOPE_API_KEY\n",
    "client = OpenAI(\n",
    "    # 若没有配置环境变量，请用百炼API Key将下行替换为：api_key=\"sk-xxx\",\n",
    "    api_key=\"sk-8a46af1c5f574fc3aeac7302f5cdef53\",\n",
    "    base_url=\"https://dashscope.aliyuncs.com/compatible-mode/v1\",\n",
    ")\n",
    "completion = client.chat.completions.create(\n",
    "    model=\"qwen-plus\",  # 此处以qwen-plus为例，可按需更换模型名称。模型列表：https://help.aliyun.com/zh/model-studio/getting-started/models\n",
    "    messages=[\n",
    "        {'role': 'system', 'content': 'You are a helpful assistant.'},\n",
    "        {'role': 'user', 'content': '你觉得一周当中哪天证券交易量会明显减少'}],\n",
    ")\n",
    "\n",
    "print(completion.model_dump_json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "57b90115-eb1f-4144-a693-c656d27f9477",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "系统找不到指定的路径。\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9163f53-12fd-4121-8de6-da62f7c7e3fe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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